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《Transactions of Beijing Institute of Technology》 2006-02
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Novel Generalized Divergence Measures and Multimodal Medical Image Registration

SHI Yong-gang~1,ZOU Mou-yan~2(1.Department of Optical Engineering,School of Information Science and Technology,Beijing Institute of Technology,Beijing 100081,China;2.Institute of Electronics,Chinese Academy of Sciences,Beijing 100080,China)  
The connections between Shannon mutual information,Kullback-Leibler divergence and Shannon inequality are investigated.Based on these connections and inequality theory,a new concept of generalized divergence is proposed,and a corresponding definition is given.Thus a class of novel similarity measures for multimodal image registration is put forward,such as algorithm-geometry mean divergence,Cauchy-Schwartz divergence and Minkowski generalized divergence.The novel measures are applied to rigid registration of positron emission tomography(PET) magnetic resonance(MR) image pairs.Their performance is compared with mutual information as to the consumed time,sensitivity to noise and effects of different image window size.The results of tests indicate that some of the novel similarity functions can yield better performance and demonstrate that the proposed methods are efficient and effective.
【Fund】: 国家自然科学基金资助项目(60402037 60072020)
【CateGory Index】: TP391.41
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Chinese Journal Full-text Database 1 Hits
1 YANG Jing1,HU Shun-bo2,3,LIU Chang-chun2,YANG Jin-bao2(1.School of Computer Science and Technology,Shandong University,Jinan,Shandong 250101,China;2.School of Control Science and Engineering,Shandong University,Jinan,Shandong 250061,China;3.Department of Physics,Linyi Normal University,Linyi,Shandong 276005,China);Novel Measures Based on Simple Schur Concave Function for Image Registration[J];Acta Electronica Sinica;2008-12
Chinese Journal Full-text Database 10 Hits
1 SHI Yong-gang(Department of Optical Engineering,School of Information Science and Technology Beijing Institute of Technology,Beijing100081,China);A Similarity Measure Based on Minkowski Generalized Divergence for Multimodal Image Registration[J];Journal of Beijing Institute of Technology;2005-10
2 FENG Lin 1,2 ,YAN Liang 1,HUANG Degen 1,HE Mingfeng 1,TENG HongFei 2. 1 Undergraduate innovation institute, Dalian University of Technology, Dalian,Liaoning province 116024;2 Institute of Mechanical Engineering, Dalian University of Technology, Dalian,Liaoning province 116024;A Study of PSO and Powell Hybrid Algorithm Applied in Medical Image Registration[J];Beijing Biomedical Engineering;2005-01
3 FENG Lin~(*1,2), ZHANG Ming-ju~1, HE Ming-feng~(1,3), QI Zheng-jun~1, TENG Hong-fei~2 ( 1.Inst. of Univ. Students′ Innovation, Dalian Univ. of Technol., Dalian 116024, China; 2.School of Mech. Eng., Dalian Univ. of Technol., Dalian 116024, China; 3.Dept. of Appl. Math., Dalian Univ. of Technol., Dalian 116024, China );A method for multimodality medical image registration based on particle swarm optimization[J];Journal of Dalian University of Technology;2004-05
4 SUN Dong-mei,QIU Zheng-ding(Institute of Information Science,Northern Jiaotong University,Beijing 100044,China);A New Non-Rigid Image Matching Algorithm Using Thin-Plate Spline[J];Acta Electronica Sinica;2002-08
5 CHEN Ming,CHEN Wu fan,FENG Qian jin,YANG Feng (Dept.of Bio Medical Engineering,Firest Military Medical Univ.,GuangZhou 510515,China);Medical Image Registration Based on Mutual Information and Fuzzy Gradient Similarity[J];Acta Electronica Sinica;2003-12
6 PENG Jing-lin,ZHANG Jing,LI Shu-tao,WANG Lian-hong(School of Electrical and Information Engineering,Hunan University,Changsha,Hunan 410082,China);Medical Image Registration Based on Expanded PV Interpolation and Hybrid Optimization Algorithm[J];Acta Electronica Sinica;2006-05
7 Yang Wei, Li Qiqiang (School of Control Science and Engineering, Shandong University, Jinan 250061, China);Survey on Particle Swarm Optimization Algorithm[J];Engineering Science;2004-05
8 LIU Chang-chun,YANG Jin-bao,HU Shun-bo(School of Control Science and Engineering,Shandong University,JInan 250061,China)`;Medical Image Registration Based on Improved I_α-information[J];Journal of Optoelectronics.Laser;2007-10
9 HU Shun-bo1,2, LIU Chang-chun1(1.School of Control Science and Engineering,Shandong University,Jinan 250061,China; 2.Department of Physics,Linyi Normal University,Linyi 276005,China);Data subsampling in medical image registration[J];Journal of Optoelectronics.Laser;2008-02
10 HU Shun-bo1,LIU Chang-chun2,YANG Jin-bao2 (1.Department of Physics,Linyi Normal University,Linyi 276005,China;2.School of Control Science and Engineering,Shandong University,Jinan 250061,China);Novel measures based on Jensen-schur for medical image registration[J];Journal of Optoelectronics.Laser;2008-10
【Secondary References】
China Proceedings of conference Full-text Database 1 Hits
1 Tan Taizhe Jin Yuzhen (Faculty of Computer,Guangdong University of Technology,Guangdong 510006,China);Multi-modality Medical Image Registration Based on Improved I-alpha Information(SNI) with Gradient[A];[C];2010
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